{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ddb208a0-617e-433e-b9de-69099bc456f8",
   "metadata": {},
   "source": [
    "# Image captions\n",
    "\n",
    "By default, the loader utilizes the pre-trained [Salesforce BLIP image captioning model](https://huggingface.co/Salesforce/blip-image-captioning-base).\n",
    "\n",
    "\n",
    "This notebook shows how to use the `ImageCaptionLoader` to generate a query-able index of image captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f78585a-a2fa-4ece-834f-66692b959efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install --upgrade --quiet  transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ac0a2a76-c36a-4952-b511-7906ca840e08",
   "metadata": {
    "pycharm": {
     "is_executing": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from langchain_community.document_loaders import ImageCaptionLoader"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faefe80f-08f2-4683-a325-4efd61fae0bf",
   "metadata": {},
   "source": [
    "### Prepare a list of image urls from Wikimedia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9a400568-5fea-47e6-8703-d9c1a1cc00ea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "list_image_urls = [\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/5/5a/Hyla_japonica_sep01.jpg/260px-Hyla_japonica_sep01.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/7/71/Tibur%C3%B3n_azul_%28Prionace_glauca%29%2C_canal_Fayal-Pico%2C_islas_Azores%2C_Portugal%2C_2020-07-27%2C_DD_14.jpg/270px-Tibur%C3%B3n_azul_%28Prionace_glauca%29%2C_canal_Fayal-Pico%2C_islas_Azores%2C_Portugal%2C_2020-07-27%2C_DD_14.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/2/21/Thure_de_Thulstrup_-_Battle_of_Shiloh.jpg/251px-Thure_de_Thulstrup_-_Battle_of_Shiloh.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/2/21/Passion_fruits_-_whole_and_halved.jpg/270px-Passion_fruits_-_whole_and_halved.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/5/5e/Messier83_-_Heic1403a.jpg/277px-Messier83_-_Heic1403a.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/b/b6/2022-01-22_Men%27s_World_Cup_at_2021-22_St._Moritz%E2%80%93Celerina_Luge_World_Cup_and_European_Championships_by_Sandro_Halank%E2%80%93257.jpg/288px-2022-01-22_Men%27s_World_Cup_at_2021-22_St._Moritz%E2%80%93Celerina_Luge_World_Cup_and_European_Championships_by_Sandro_Halank%E2%80%93257.jpg\",\n",
    "    \"https://upload.wikimedia.org/wikipedia/commons/thumb/9/99/Wiesen_Pippau_%28Crepis_biennis%29-20220624-RM-123950.jpg/224px-Wiesen_Pippau_%28Crepis_biennis%29-20220624-RM-123950.jpg\",\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be585acd-6e28-4400-9e8f-17fdde11e02c",
   "metadata": {},
   "source": [
    "### Create the loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fb392517-72d8-416e-852c-da90b77267ed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/saitosean/dev/langchain/.venv/lib/python3.10/site-packages/transformers/generation/utils.py:1313: UserWarning: Using `max_length`'s default (20) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Document(page_content='an image of a frog on a flower [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/5/5a/Hyla_japonica_sep01.jpg/260px-Hyla_japonica_sep01.jpg'}),\n",
       " Document(page_content='an image of a shark swimming in the ocean [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/7/71/Tibur%C3%B3n_azul_%28Prionace_glauca%29%2C_canal_Fayal-Pico%2C_islas_Azores%2C_Portugal%2C_2020-07-27%2C_DD_14.jpg/270px-Tibur%C3%B3n_azul_%28Prionace_glauca%29%2C_canal_Fayal-Pico%2C_islas_Azores%2C_Portugal%2C_2020-07-27%2C_DD_14.jpg'}),\n",
       " Document(page_content='an image of a painting of a battle scene [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/2/21/Thure_de_Thulstrup_-_Battle_of_Shiloh.jpg/251px-Thure_de_Thulstrup_-_Battle_of_Shiloh.jpg'}),\n",
       " Document(page_content='an image of a passion fruit and a half cut passion [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/2/21/Passion_fruits_-_whole_and_halved.jpg/270px-Passion_fruits_-_whole_and_halved.jpg'}),\n",
       " Document(page_content='an image of the spiral galaxy [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/5/5e/Messier83_-_Heic1403a.jpg/277px-Messier83_-_Heic1403a.jpg'}),\n",
       " Document(page_content='an image of a man on skis in the snow [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/b/b6/2022-01-22_Men%27s_World_Cup_at_2021-22_St._Moritz%E2%80%93Celerina_Luge_World_Cup_and_European_Championships_by_Sandro_Halank%E2%80%93257.jpg/288px-2022-01-22_Men%27s_World_Cup_at_2021-22_St._Moritz%E2%80%93Celerina_Luge_World_Cup_and_European_Championships_by_Sandro_Halank%E2%80%93257.jpg'}),\n",
       " Document(page_content='an image of a flower in the dark [SEP]', metadata={'image_path': 'https://upload.wikimedia.org/wikipedia/commons/thumb/9/99/Wiesen_Pippau_%28Crepis_biennis%29-20220624-RM-123950.jpg/224px-Wiesen_Pippau_%28Crepis_biennis%29-20220624-RM-123950.jpg'})]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loader = ImageCaptionLoader(path_images=list_image_urls)\n",
    "list_docs = loader.load()\n",
    "list_docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f56db67-99bb-4543-ba40-1871a58b2da5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=260x180>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "from PIL import Image\n",
    "\n",
    "Image.open(requests.get(list_image_urls[0], stream=True).raw).convert(\"RGB\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52193308-e2c5-4757-8f86-a73c07510f73",
   "metadata": {},
   "source": [
    "### Create the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b7a15ac-d2c7-4359-9c5c-a543c8eebf80",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/saitosean/dev/langchain/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/Users/saitosean/dev/langchain/.venv/lib/python3.10/site-packages/transformers/generation/utils.py:1313: UserWarning: Using `max_length`'s default (20) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation.\n",
      "  warnings.warn(\n",
      "Using embedded DuckDB without persistence: data will be transient\n"
     ]
    }
   ],
   "source": [
    "from langchain.indexes import VectorstoreIndexCreator\n",
    "\n",
    "index = VectorstoreIndexCreator().from_loaders([loader])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "677398d8-6ab7-4224-8e4a-4b94a7fb2a94",
   "metadata": {},
   "source": [
    "### Query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e03e31c6-3018-434d-bcad-5c25144509e1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' The painting is about a battle scene.'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"What's the painting about?\"\n",
    "index.query(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3ec2b5a-9c03-4e32-b571-be5af9a22223",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' There are images of a spiral galaxy, a painting of a battle scene, a flower in the dark, and a frog on a flower.'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"What kind of images are there?\"\n",
    "index.query(query)"
   ]
  }
 ],
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